Overview

Brought to you by YData

Dataset statistics

Number of variables	26
Number of observations	400
Missing cells	704
Missing cells (%)	6.8%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	81.4 KiB
Average record size in memory	208.3 B

Variable types

Numeric	14
Categorical	7
Boolean	5

Alerts

`al` is highly overall correlated with `classification` and 8 other fields	High correlation
`ane` is highly overall correlated with `hemo` and 1 other fields	High correlation
`bgr` is highly overall correlated with `dm` and 1 other fields	High correlation
`bu` is highly overall correlated with `hemo` and 2 other fields	High correlation
`classification` is highly overall correlated with `al` and 8 other fields	High correlation
`dm` is highly overall correlated with `bgr` and 5 other fields	High correlation
`hemo` is highly overall correlated with `al` and 11 other fields	High correlation
`htn` is highly overall correlated with `al` and 6 other fields	High correlation
`id` is highly overall correlated with `al` and 7 other fields	High correlation
`pc` is highly overall correlated with `al` and 2 other fields	High correlation
`pcc` is highly overall correlated with `pc`	High correlation
`pcv` is highly overall correlated with `al` and 8 other fields	High correlation
`rbc` is highly overall correlated with `al` and 2 other fields	High correlation
`rc` is highly overall correlated with `classification` and 3 other fields	High correlation
`sc` is highly overall correlated with `al` and 4 other fields	High correlation
`sg` is highly overall correlated with `classification`	High correlation
`sod` is highly overall correlated with `al` and 1 other fields	High correlation
`su` is highly overall correlated with `bgr` and 1 other fields	High correlation
`pcc` is highly imbalanced (51.2%)	Imbalance
`ba` is highly imbalanced (69.0%)	Imbalance
`cad` is highly imbalanced (57.9%)	Imbalance
`age` has 9 (2.2%) missing values	Missing
`bp` has 12 (3.0%) missing values	Missing
`sg` has 47 (11.8%) missing values	Missing
`al` has 46 (11.5%) missing values	Missing
`su` has 49 (12.2%) missing values	Missing
`rbc` has 152 (38.0%) missing values	Missing
`pc` has 65 (16.2%) missing values	Missing
`bgr` has 44 (11.0%) missing values	Missing
`bu` has 19 (4.8%) missing values	Missing
`sc` has 17 (4.2%) missing values	Missing
`sod` has 87 (21.8%) missing values	Missing
`pot` has 88 (22.0%) missing values	Missing
`hemo` has 52 (13.0%) missing values	Missing
`id` is uniformly distributed	Uniform
`id` has unique values	Unique
`al` has 199 (49.8%) zeros	Zeros
`su` has 290 (72.5%) zeros	Zeros

Reproduction

Analysis started	2025-06-24 06:38:00.293257
Analysis finished	2025-06-24 06:38:56.041147
Duration	55.75 seconds
Software version	ydata-profiling vv4.16.1
Download configuration	config.json

id
Real number (ℝ)

High correlation Uniform Unique

Distinct	400
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	199.5

Minimum	0
Maximum	399
Zeros	1
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	3.3 KiB

Quantile statistics

Minimum	0
5-th percentile	19.95
Q1	99.75
median	199.5
Q3	299.25
95-th percentile	379.05
Maximum	399
Range	399
Interquartile range (IQR)	199.5

Descriptive statistics

Standard deviation	115.6143
Coefficient of variation (CV)	0.57952031
Kurtosis	-1.2
Mean	199.5
Median Absolute Deviation (MAD)	100
Skewness	0
Sum	79800
Variance	13366.667
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	0.2%
263	1	0.2%
273	1	0.2%
272	1	0.2%
271	1	0.2%
270	1	0.2%
269	1	0.2%
268	1	0.2%
267	1	0.2%
266	1	0.2%
Other values (390)	390	97.5%

Value	Count	Frequency (%)
0	1	0.2%
1	1	0.2%
2	1	0.2%
3	1	0.2%
4	1	0.2%
5	1	0.2%
6	1	0.2%
7	1	0.2%
8	1	0.2%
9	1	0.2%

Value	Count	Frequency (%)
399	1	0.2%
398	1	0.2%
397	1	0.2%
396	1	0.2%
395	1	0.2%
394	1	0.2%
393	1	0.2%
392	1	0.2%
391	1	0.2%
390	1	0.2%

age
Real number (ℝ)

Missing

Distinct	76
Distinct (%)	19.4%
Missing	9
Missing (%)	2.2%
Infinite	0
Infinite (%)	0.0%
Mean	51.483376

Minimum	2
Maximum	90
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.3 KiB

Quantile statistics

Minimum	2
5-th percentile	19
Q1	42
median	55
Q3	64.5
95-th percentile	74.5
Maximum	90
Range	88
Interquartile range (IQR)	22.5

Descriptive statistics

Standard deviation	17.169714
Coefficient of variation (CV)	0.33350016
Kurtosis	0.057840495
Mean	51.483376
Median Absolute Deviation (MAD)	10
Skewness	-0.66825947
Sum	20130
Variance	294.79908
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
60	19	4.8%
65	17	4.2%
48	12	3.0%
50	12	3.0%
55	12	3.0%
47	11	2.8%
56	10	2.5%
59	10	2.5%
45	10	2.5%
54	10	2.5%
Other values (66)	268	67.0%

Value	Count	Frequency (%)
2	1	0.2%
3	1	0.2%
4	1	0.2%
5	2	0.5%
6	1	0.2%
7	1	0.2%
8	3	0.8%
11	1	0.2%
12	2	0.5%
14	1	0.2%

Value	Count	Frequency (%)
90	1	0.2%
83	1	0.2%
82	1	0.2%
81	1	0.2%
80	4	1.0%
79	1	0.2%
78	1	0.2%
76	5	1.2%
75	5	1.2%
74	3	0.8%

bp
Real number (ℝ)

Missing

Distinct	11
Distinct (%)	2.8%
Missing	12
Missing (%)	3.0%
Infinite	0
Infinite (%)	0.0%
Mean	76.082474

Minimum	0
Maximum	180
Zeros	2
Zeros (%)	0.5%
Negative	0
Negative (%)	0.0%
Memory size	3.3 KiB

Quantile statistics

Minimum	0
5-th percentile	60
Q1	70
median	80
Q3	80
95-th percentile	100
Maximum	180
Range	180
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	14.736739
Coefficient of variation (CV)	0.19369427
Kurtosis	9.520002
Mean	76.082474
Median Absolute Deviation (MAD)	10
Skewness	0.63877298
Sum	29520
Variance	217.17147
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
80	115	28.7%
70	111	27.8%
60	71	17.8%
90	53	13.2%
100	25	6.2%
50	5	1.2%
110	3	0.8%
0	2	0.5%
140	1	0.2%
180	1	0.2%
(Missing)	12	3.0%

Value	Count	Frequency (%)
0	2	0.5%
50	5	1.2%
60	71	17.8%
70	111	27.8%
80	115	28.7%
90	53	13.2%
100	25	6.2%
110	3	0.8%
120	1	0.2%
140	1	0.2%

Value	Count	Frequency (%)
180	1	0.2%
140	1	0.2%
120	1	0.2%
110	3	0.8%
100	25	6.2%
90	53	13.2%
80	115	28.7%
70	111	27.8%
60	71	17.8%
50	5	1.2%

sg
Categorical

High correlation Missing

Distinct	5
Distinct (%)	1.4%
Missing	47
Missing (%)	11.8%
Memory size	3.3 KiB

1.02	106
1.01	84
1.025	81
1.015	75
1.005	7

Length

Max length	5
Median length	4
Mean length	4.4617564
Min length	4

Characters and Unicode

Total characters	1575
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.02
2nd row	1.02
3rd row	1.01
4th row	1.005
5th row	1.01

Common Values

Value	Count	Frequency (%)
1.02	106	26.5%
1.01	84	21.0%
1.025	81	20.2%
1.015	75	18.8%
1.005	7	1.8%
(Missing)	47	11.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.02	106	30.0%
1.01	84	23.8%
1.025	81	22.9%
1.015	75	21.2%
1.005	7	2.0%

Most occurring characters

Value	Count	Frequency (%)
1	512	32.5%
0	360	22.9%
.	353	22.4%
2	187	11.9%
5	163	10.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1575	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	512	32.5%
0	360	22.9%
.	353	22.4%
2	187	11.9%
5	163	10.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1575	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	512	32.5%
0	360	22.9%
.	353	22.4%
2	187	11.9%
5	163	10.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1575	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	512	32.5%
0	360	22.9%
.	353	22.4%
2	187	11.9%
5	163	10.3%

al
Real number (ℝ)

High correlation Missing Zeros

Distinct	6
Distinct (%)	1.7%
Missing	46
Missing (%)	11.5%
Infinite	0
Infinite (%)	0.0%
Mean	1.0169492

Minimum	0
Maximum	5
Zeros	199
Zeros (%)	49.8%
Negative	0
Negative (%)	0.0%
Memory size	3.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2
95-th percentile	4
Maximum	5
Range	5
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.3526789
Coefficient of variation (CV)	1.3301343
Kurtosis	-0.3833766
Mean	1.0169492
Median Absolute Deviation (MAD)	0
Skewness	0.99815724
Sum	360
Variance	1.8297402
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	199	49.8%
1	44	11.0%
2	43	10.8%
3	43	10.8%
4	24	6.0%
5	1	0.2%
(Missing)	46	11.5%

Value	Count	Frequency (%)
0	199	49.8%
1	44	11.0%
2	43	10.8%
3	43	10.8%
4	24	6.0%
5	1	0.2%

Value	Count	Frequency (%)
5	1	0.2%
4	24	6.0%
3	43	10.8%
2	43	10.8%
1	44	11.0%
0	199	49.8%

su
Real number (ℝ)

High correlation Missing Zeros

Distinct	6
Distinct (%)	1.7%
Missing	49
Missing (%)	12.2%
Infinite	0
Infinite (%)	0.0%
Mean	0.45014245

Minimum	0
Maximum	5
Zeros	290
Zeros (%)	72.5%
Negative	0
Negative (%)	0.0%
Memory size	3.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	3
Maximum	5
Range	5
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.0991913
Coefficient of variation (CV)	2.4418742
Kurtosis	5.055348
Mean	0.45014245
Median Absolute Deviation (MAD)	0
Skewness	2.4642618
Sum	158
Variance	1.2082214
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	290	72.5%
2	18	4.5%
3	14	3.5%
4	13	3.2%
1	13	3.2%
5	3	0.8%
(Missing)	49	12.2%

Value	Count	Frequency (%)
0	290	72.5%
1	13	3.2%
2	18	4.5%
3	14	3.5%
4	13	3.2%
5	3	0.8%

Value	Count	Frequency (%)
5	3	0.8%
4	13	3.2%
3	14	3.5%
2	18	4.5%
1	13	3.2%
0	290	72.5%

rbc
Categorical

High correlation Missing

Distinct	2
Distinct (%)	0.8%
Missing	152
Missing (%)	38.0%
Memory size	3.3 KiB

normal	201
abnormal	47

Length

Max length	8
Median length	6
Mean length	6.3790323
Min length	6

Characters and Unicode

Total characters	1582
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	normal
2nd row	normal
3rd row	normal
4th row	normal
5th row	normal

Common Values

Value	Count	Frequency (%)
normal	201	50.2%
abnormal	47	11.8%
(Missing)	152	38.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
normal	201	81.0%
abnormal	47	19.0%

Most occurring characters

Value	Count	Frequency (%)
a	295	18.6%
n	248	15.7%
o	248	15.7%
r	248	15.7%
m	248	15.7%
l	248	15.7%
b	47	3.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1582	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	295	18.6%
n	248	15.7%
o	248	15.7%
r	248	15.7%
m	248	15.7%
l	248	15.7%
b	47	3.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1582	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	295	18.6%
n	248	15.7%
o	248	15.7%
r	248	15.7%
m	248	15.7%
l	248	15.7%
b	47	3.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1582	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	295	18.6%
n	248	15.7%
o	248	15.7%
r	248	15.7%
m	248	15.7%
l	248	15.7%
b	47	3.0%

pc
Categorical

High correlation Missing

Distinct	2
Distinct (%)	0.6%
Missing	65
Missing (%)	16.2%
Memory size	3.3 KiB

normal	259
abnormal	76

Length

Max length	8
Median length	6
Mean length	6.4537313
Min length	6

Characters and Unicode

Total characters	2162
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	normal
2nd row	normal
3rd row	normal
4th row	abnormal
5th row	normal

Common Values

Value	Count	Frequency (%)
normal	259	64.8%
abnormal	76	19.0%
(Missing)	65	16.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
normal	259	77.3%
abnormal	76	22.7%

Most occurring characters

Value	Count	Frequency (%)
a	411	19.0%
n	335	15.5%
o	335	15.5%
r	335	15.5%
m	335	15.5%
l	335	15.5%
b	76	3.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2162	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	411	19.0%
n	335	15.5%
o	335	15.5%
r	335	15.5%
m	335	15.5%
l	335	15.5%
b	76	3.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2162	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	411	19.0%
n	335	15.5%
o	335	15.5%
r	335	15.5%
m	335	15.5%
l	335	15.5%
b	76	3.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2162	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	411	19.0%
n	335	15.5%
o	335	15.5%
r	335	15.5%
m	335	15.5%
l	335	15.5%
b	76	3.5%

pcc
Categorical

High correlation Imbalance

Distinct	2
Distinct (%)	0.5%
Missing	4
Missing (%)	1.0%
Memory size	3.3 KiB

notpresent	354
present	42

Length

Max length	10
Median length	10
Mean length	9.6818182
Min length	7

Characters and Unicode

Total characters	3834
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	notpresent
2nd row	notpresent
3rd row	notpresent
4th row	present
5th row	notpresent

Common Values

Value	Count	Frequency (%)
notpresent	354	88.5%
present	42	10.5%
(Missing)	4	1.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
notpresent	354	89.4%
present	42	10.6%

Most occurring characters

Value	Count	Frequency (%)
e	792	20.7%
n	750	19.6%
t	750	19.6%
p	396	10.3%
r	396	10.3%
s	396	10.3%
o	354	9.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	3834	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	792	20.7%
n	750	19.6%
t	750	19.6%
p	396	10.3%
r	396	10.3%
s	396	10.3%
o	354	9.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	3834	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	792	20.7%
n	750	19.6%
t	750	19.6%
p	396	10.3%
r	396	10.3%
s	396	10.3%
o	354	9.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	3834	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	792	20.7%
n	750	19.6%
t	750	19.6%
p	396	10.3%
r	396	10.3%
s	396	10.3%
o	354	9.2%

ba
Categorical

Imbalance

Distinct	2
Distinct (%)	0.5%
Missing	4
Missing (%)	1.0%
Memory size	3.3 KiB

notpresent	374
present	22

Length

Max length	10
Median length	10
Mean length	9.8333333
Min length	7

Characters and Unicode

Total characters	3894
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	notpresent
2nd row	notpresent
3rd row	notpresent
4th row	notpresent
5th row	notpresent

Common Values

Value	Count	Frequency (%)
notpresent	374	93.5%
present	22	5.5%
(Missing)	4	1.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
notpresent	374	94.4%
present	22	5.6%

Most occurring characters

Value	Count	Frequency (%)
e	792	20.3%
n	770	19.8%
t	770	19.8%
p	396	10.2%
r	396	10.2%
s	396	10.2%
o	374	9.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	3894	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	792	20.3%
n	770	19.8%
t	770	19.8%
p	396	10.2%
r	396	10.2%
s	396	10.2%
o	374	9.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	3894	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	792	20.3%
n	770	19.8%
t	770	19.8%
p	396	10.2%
r	396	10.2%
s	396	10.2%
o	374	9.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	3894	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	792	20.3%
n	770	19.8%
t	770	19.8%
p	396	10.2%
r	396	10.2%
s	396	10.2%
o	374	9.6%

bgr
Real number (ℝ)

High correlation Missing

Distinct	146
Distinct (%)	41.0%
Missing	44
Missing (%)	11.0%
Infinite	0
Infinite (%)	0.0%
Mean	148.03652

Minimum	22
Maximum	490
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.3 KiB

Quantile statistics

Minimum	22
5-th percentile	78.75
Q1	99
median	121
Q3	163
95-th percentile	307.25
Maximum	490
Range	468
Interquartile range (IQR)	64

Descriptive statistics

Standard deviation	79.281714
Coefficient of variation (CV)	0.53555512
Kurtosis	4.2255936
Mean	148.03652
Median Absolute Deviation (MAD)	25
Skewness	2.0107732
Sum	52701
Variance	6285.5902
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
99	10	2.5%
93	9	2.2%
100	9	2.2%
107	8	2.0%
131	6	1.5%
140	6	1.5%
109	6	1.5%
92	6	1.5%
117	6	1.5%
130	6	1.5%
Other values (136)	284	71.0%
(Missing)	44	11.0%

Value	Count	Frequency (%)
22	1	0.2%
70	5	1.2%
74	3	0.8%
75	2	0.5%
76	4	1.0%
78	3	0.8%
79	3	0.8%
80	2	0.5%
81	3	0.8%
82	3	0.8%

Value	Count	Frequency (%)
490	2	0.5%
463	1	0.2%
447	1	0.2%
425	1	0.2%
424	2	0.5%
423	1	0.2%
415	1	0.2%
410	1	0.2%
380	1	0.2%
360	2	0.5%

bu
Real number (ℝ)

High correlation Missing

Distinct	118
Distinct (%)	31.0%
Missing	19
Missing (%)	4.8%
Infinite	0
Infinite (%)	0.0%
Mean	57.425722

Minimum	1.5
Maximum	391
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.3 KiB

Quantile statistics

Minimum	1.5
5-th percentile	17
Q1	27
median	42
Q3	66
95-th percentile	162
Maximum	391
Range	389.5
Interquartile range (IQR)	39

Descriptive statistics

Standard deviation	50.503006
Coefficient of variation (CV)	0.87944921
Kurtosis	9.3452886
Mean	57.425722
Median Absolute Deviation (MAD)	16
Skewness	2.6343745
Sum	21879.2
Variance	2550.5536
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
46	15	3.8%
25	13	3.2%
19	11	2.8%
40	10	2.5%
15	9	2.2%
48	9	2.2%
50	9	2.2%
18	9	2.2%
32	8	2.0%
49	8	2.0%
Other values (108)	280	70.0%
(Missing)	19	4.8%

Value	Count	Frequency (%)
1.5	1	0.2%
10	2	0.5%
15	9	2.2%
16	7	1.8%
17	7	1.8%
18	9	2.2%
19	11	2.8%
20	7	1.8%
21	1	0.2%
22	6	1.5%

Value	Count	Frequency (%)
391	1	0.2%
322	1	0.2%
309	1	0.2%
241	1	0.2%
235	1	0.2%
223	1	0.2%
219	1	0.2%
217	1	0.2%
215	1	0.2%
208	1	0.2%

sc
Real number (ℝ)

High correlation Missing

Distinct	84
Distinct (%)	21.9%
Missing	17
Missing (%)	4.2%
Infinite	0
Infinite (%)	0.0%
Mean	3.0724543

Minimum	0.4
Maximum	76
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.3 KiB

Quantile statistics

Minimum	0.4
5-th percentile	0.5
Q1	0.9
median	1.3
Q3	2.8
95-th percentile	11.89
Maximum	76
Range	75.6
Interquartile range (IQR)	1.9

Descriptive statistics

Standard deviation	5.7411261
Coefficient of variation (CV)	1.8685798
Kurtosis	79.304345
Mean	3.0724543
Median Absolute Deviation (MAD)	0.6
Skewness	7.5095383
Sum	1176.75
Variance	32.960529
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.2	40	10.0%
1.1	24	6.0%
0.5	23	5.8%
1	23	5.8%
0.9	22	5.5%
0.7	22	5.5%
0.6	18	4.5%
0.8	17	4.2%
2.2	10	2.5%
1.5	9	2.2%
Other values (74)	175	43.8%
(Missing)	17	4.2%

Value	Count	Frequency (%)
0.4	1	0.2%
0.5	23	5.8%
0.6	18	4.5%
0.7	22	5.5%
0.8	17	4.2%
0.9	22	5.5%
1	23	5.8%
1.1	24	6.0%
1.2	40	10.0%
1.3	8	2.0%

Value	Count	Frequency (%)
76	1	0.2%
48.1	1	0.2%
32	1	0.2%
24	1	0.2%
18.1	1	0.2%
18	1	0.2%
16.9	1	0.2%
16.4	1	0.2%
15.2	1	0.2%
15	1	0.2%

sod
Real number (ℝ)

High correlation Missing

Distinct	34
Distinct (%)	10.9%
Missing	87
Missing (%)	21.8%
Infinite	0
Infinite (%)	0.0%
Mean	137.52875

Minimum	4.5
Maximum	163
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.3 KiB

Quantile statistics

Minimum	4.5
5-th percentile	125
Q1	135
median	138
Q3	142
95-th percentile	150
Maximum	163
Range	158.5
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	10.408752
Coefficient of variation (CV)	0.075684188
Kurtosis	85.53437
Mean	137.52875
Median Absolute Deviation (MAD)	3
Skewness	-6.9965686
Sum	43046.5
Variance	108.34212
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
135	40	10.0%
140	25	6.2%
141	22	5.5%
139	21	5.2%
142	20	5.0%
138	20	5.0%
137	19	4.8%
150	17	4.2%
136	17	4.2%
147	13	3.2%
Other values (24)	99	24.8%
(Missing)	87	21.8%

Value	Count	Frequency (%)
4.5	1	0.2%
104	1	0.2%
111	1	0.2%
113	2	0.5%
114	2	0.5%
115	1	0.2%
120	2	0.5%
122	2	0.5%
124	3	0.8%
125	2	0.5%

Value	Count	Frequency (%)
163	1	0.2%
150	17	4.2%
147	13	3.2%
146	10	2.5%
145	11	2.8%
144	9	2.2%
143	4	1.0%
142	20	5.0%
141	22	5.5%
140	25	6.2%

pot
Real number (ℝ)

Missing

Distinct	40
Distinct (%)	12.8%
Missing	88
Missing (%)	22.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.6272436

Minimum	2.5
Maximum	47
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.3 KiB

Quantile statistics

Minimum	2.5
5-th percentile	3.4
Q1	3.8
median	4.4
Q3	4.9
95-th percentile	5.7
Maximum	47
Range	44.5
Interquartile range (IQR)	1.1

Descriptive statistics

Standard deviation	3.1939042
Coefficient of variation (CV)	0.69023904
Kurtosis	142.50591
Mean	4.6272436
Median Absolute Deviation (MAD)	0.5
Skewness	11.582956
Sum	1443.7
Variance	10.201024
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
3.5	30	7.5%
5	30	7.5%
4.9	27	6.8%
4.7	17	4.2%
4.8	16	4.0%
4	14	3.5%
4.1	14	3.5%
4.4	14	3.5%
3.9	14	3.5%
3.8	14	3.5%
Other values (30)	122	30.5%
(Missing)	88	22.0%

Value	Count	Frequency (%)
2.5	2	0.5%
2.7	1	0.2%
2.8	1	0.2%
2.9	3	0.8%
3	2	0.5%
3.2	3	0.8%
3.3	3	0.8%
3.4	5	1.2%
3.5	30	7.5%
3.6	8	2.0%

Value	Count	Frequency (%)
47	1	0.2%
39	1	0.2%
7.6	1	0.2%
6.6	1	0.2%
6.5	2	0.5%
6.4	1	0.2%
6.3	3	0.8%
5.9	2	0.5%
5.8	2	0.5%
5.7	4	1.0%

hemo
Real number (ℝ)

High correlation Missing

Distinct	115
Distinct (%)	33.0%
Missing	52
Missing (%)	13.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.474713

Minimum	0
Maximum	17.8
Zeros	2
Zeros (%)	0.5%
Negative	0
Negative (%)	0.0%
Memory size	3.3 KiB

Quantile statistics

Minimum	0
5-th percentile	7.77
Q1	10.3
median	12.65
Q3	15
95-th percentile	16.9
Maximum	17.8
Range	17.8
Interquartile range (IQR)	4.7

Descriptive statistics

Standard deviation	3.0408162
Coefficient of variation (CV)	0.24375842
Kurtosis	0.68993626
Mean	12.474713
Median Absolute Deviation (MAD)	2.35
Skewness	-0.61412248
Sum	4341.2
Variance	9.2465633
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15	16	4.0%
10.9	8	2.0%
13.6	7	1.8%
13	7	1.8%
9.8	7	1.8%
11.1	7	1.8%
10.3	6	1.5%
11.3	6	1.5%
13.9	6	1.5%
12	6	1.5%
Other values (105)	272	68.0%
(Missing)	52	13.0%

Value	Count	Frequency (%)
0	2	0.5%
3.1	1	0.2%
4.8	1	0.2%
5.5	1	0.2%
5.8	1	0.2%
6	2	0.5%
6.1	1	0.2%
6.2	1	0.2%
6.3	1	0.2%
6.6	1	0.2%

Value	Count	Frequency (%)
17.8	3	0.8%
17.7	1	0.2%
17.6	1	0.2%
17.5	1	0.2%
17.4	2	0.5%
17.3	1	0.2%
17.2	2	0.5%
17.1	2	0.5%
17	4	1.0%
16.9	2	0.5%

pcv
Real number (ℝ)

High correlation

Distinct	42
Distinct (%)	10.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	39.26

Minimum	9
Maximum	54
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.3 KiB

Quantile statistics

Minimum	9
5-th percentile	24
Q1	34
median	41
Q3	44
95-th percentile	52
Maximum	54
Range	45
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	8.1911622
Coefficient of variation (CV)	0.20863887
Kurtosis	0.29614118
Mean	39.26
Median Absolute Deviation (MAD)	5
Skewness	-0.60605471
Sum	15704
Variance	67.095138
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
41	92	23.0%
52	21	5.2%
44	19	4.8%
48	19	4.8%
40	16	4.0%
43	15	3.8%
45	13	3.2%
42	13	3.2%
33	12	3.0%
50	12	3.0%
Other values (32)	168	42.0%

Value	Count	Frequency (%)
9	1	0.2%
14	1	0.2%
15	1	0.2%
16	1	0.2%
17	1	0.2%
18	1	0.2%
19	2	0.5%
20	1	0.2%
21	1	0.2%
22	3	0.8%

Value	Count	Frequency (%)
54	4	1.0%
53	4	1.0%
52	21	5.2%
51	4	1.0%
50	12	3.0%
49	4	1.0%
48	19	4.8%
47	4	1.0%
46	9	2.2%
45	13	3.2%

wc
Real number (ℝ)

Distinct	89
Distinct (%)	22.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8775.5

Minimum	2200
Maximum	26400
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.3 KiB

Quantile statistics

Minimum	2200
5-th percentile	4700
Q1	6975
median	9450
Q3	9800
95-th percentile	12400
Maximum	26400
Range	24200
Interquartile range (IQR)	2825

Descriptive statistics

Standard deviation	2597.3091
Coefficient of variation (CV)	0.29597278
Kurtosis	7.1814226
Mean	8775.5
Median Absolute Deviation (MAD)	1250
Skewness	1.3413901
Sum	3510200
Variance	6746014.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9800	117	29.2%
6700	10	2.5%
9200	9	2.2%
9600	9	2.2%
7200	9	2.2%
6900	8	2.0%
5800	8	2.0%
11000	8	2.0%
7800	7	1.8%
7000	7	1.8%
Other values (79)	208	52.0%

Value	Count	Frequency (%)
2200	1	0.2%
2600	1	0.2%
3800	2	0.5%
4100	1	0.2%
4200	3	0.8%
4300	6	1.5%
4500	3	0.8%
4700	4	1.0%
4900	1	0.2%
5000	5	1.2%

Value	Count	Frequency (%)
26400	1	0.2%
21600	1	0.2%
19100	1	0.2%
18900	1	0.2%
16700	1	0.2%
16300	1	0.2%
15700	1	0.2%
15200	2	0.5%
14900	1	0.2%
14600	2	0.5%

rc
Real number (ℝ)

High correlation

Distinct	45
Distinct (%)	11.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.86875

Minimum	2.1
Maximum	8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.3 KiB

Quantile statistics

Minimum	2.1
5-th percentile	3.2
Q1	4.5
median	5.2
Q3	5.2
95-th percentile	6.105
Maximum	8
Range	5.9
Interquartile range (IQR)	0.7

Descriptive statistics

Standard deviation	0.87160638
Coefficient of variation (CV)	0.17902057
Kurtosis	0.85745008
Mean	4.86875
Median Absolute Deviation (MAD)	0.35
Skewness	-0.70482162
Sum	1947.5
Variance	0.75969768
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=45)

Value	Count	Frequency (%)
5.2	149	37.2%
4.5	16	4.0%
4.9	14	3.5%
4.7	11	2.8%
5	10	2.5%
3.9	10	2.5%
4.8	10	2.5%
4.6	9	2.2%
3.4	9	2.2%
5.9	8	2.0%
Other values (35)	154	38.5%

Value	Count	Frequency (%)
2.1	2	0.5%
2.3	1	0.2%
2.4	1	0.2%
2.5	2	0.5%
2.6	2	0.5%
2.7	2	0.5%
2.8	2	0.5%
2.9	2	0.5%
3	3	0.8%
3.1	2	0.5%

Value	Count	Frequency (%)
8	1	0.2%
6.5	5	1.2%
6.4	5	1.2%
6.3	4	1.0%
6.2	5	1.2%
6.1	8	2.0%
6	4	1.0%
5.9	8	2.0%
5.8	7	1.8%
5.7	5	1.2%

htn
Boolean

High correlation

Distinct	2
Distinct (%)	0.5%
Missing	2
Missing (%)	0.5%
Memory size	932.0 B

False	251
True	147
(Missing)	2

Value	Count	Frequency (%)
False	251	62.7%
True	147	36.8%
(Missing)	2	0.5%

dm
Boolean

High correlation

Distinct	2
Distinct (%)	0.5%
Missing	2
Missing (%)	0.5%
Memory size	932.0 B

False	261
True	137
(Missing)	2

Value	Count	Frequency (%)
False	261	65.2%
True	137	34.2%
(Missing)	2	0.5%

cad
Boolean

Imbalance

Distinct	2
Distinct (%)	0.5%
Missing	2
Missing (%)	0.5%
Memory size	932.0 B

False	364
True	34
(Missing)	2

Value	Count	Frequency (%)
False	364	91.0%
True	34	8.5%
(Missing)	2	0.5%

appet
Categorical

Distinct	2
Distinct (%)	0.5%
Missing	1
Missing (%)	0.2%
Memory size	3.3 KiB

good	317
poor	82

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	1596
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	good
2nd row	good
3rd row	poor
4th row	poor
5th row	good

Common Values

Value	Count	Frequency (%)
good	317	79.2%
poor	82	20.5%
(Missing)	1	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
good	317	79.4%
poor	82	20.6%

Most occurring characters

Value	Count	Frequency (%)
o	798	50.0%
g	317	19.9%
d	317	19.9%
p	82	5.1%
r	82	5.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1596	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
o	798	50.0%
g	317	19.9%
d	317	19.9%
p	82	5.1%
r	82	5.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1596	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
o	798	50.0%
g	317	19.9%
d	317	19.9%
p	82	5.1%
r	82	5.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1596	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
o	798	50.0%
g	317	19.9%
d	317	19.9%
p	82	5.1%
r	82	5.1%

pe
Boolean

Distinct	2
Distinct (%)	0.5%
Missing	1
Missing (%)	0.2%
Memory size	932.0 B

False	323
True	76
(Missing)	1

Value	Count	Frequency (%)
False	323	80.8%
True	76	19.0%
(Missing)	1	0.2%

ane
Boolean

High correlation

Distinct	2
Distinct (%)	0.5%
Missing	1
Missing (%)	0.2%
Memory size	932.0 B

False	339
True	60
(Missing)	1

Value	Count	Frequency (%)
False	339	84.8%
True	60	15.0%
(Missing)	1	0.2%

classification
Categorical

High correlation

Distinct	2
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	3.3 KiB

ckd	250
notckd	150

Length

Max length	6
Median length	3
Mean length	4.125
Min length	3

Characters and Unicode

Total characters	1650
Distinct characters	6
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	ckd
2nd row	ckd
3rd row	ckd
4th row	ckd
5th row	ckd

Common Values

Value	Count	Frequency (%)
ckd	250	62.5%
notckd	150	37.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
ckd	250	62.5%
notckd	150	37.5%

Most occurring characters

Value	Count	Frequency (%)
c	400	24.2%
k	400	24.2%
d	400	24.2%
n	150	9.1%
o	150	9.1%
t	150	9.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1650	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
c	400	24.2%
k	400	24.2%
d	400	24.2%
n	150	9.1%
o	150	9.1%
t	150	9.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1650	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
c	400	24.2%
k	400	24.2%
d	400	24.2%
n	150	9.1%
o	150	9.1%
t	150	9.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1650	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
c	400	24.2%
k	400	24.2%
d	400	24.2%
n	150	9.1%
o	150	9.1%
t	150	9.1%

Interactions

Correlations

	age	al	ane	appet	ba	bgr	bp	bu	cad	classification	dm	hemo	htn	id	pc	pcc	pcv	pe	pot	rbc	rc	sc	sg	sod	su	wc
age	1.000	0.213	0.127	0.129	0.073	0.299	0.120	0.309	0.208	0.349	0.367	-0.222	0.392	-0.217	0.133	0.180	-0.268	0.116	0.072	0.064	-0.212	0.350	0.088	-0.134	0.281	0.166
al	0.213	1.000	0.344	0.377	0.410	0.372	0.187	0.495	0.332	0.726	0.458	-0.684	0.549	-0.611	0.588	0.453	-0.613	0.474	0.053	0.533	-0.398	0.641	0.287	-0.534	0.358	0.244
ane	0.127	0.344	1.000	0.241	0.000	0.135	0.131	0.454	0.000	0.314	0.167	0.700	0.336	0.263	0.315	0.155	0.578	0.191	0.168	0.163	0.416	0.375	0.249	0.328	0.145	0.214
appet	0.129	0.377	0.241	1.000	0.125	0.250	0.146	0.265	0.135	0.383	0.313	0.423	0.333	0.397	0.303	0.171	0.350	0.406	0.075	0.262	0.377	0.141	0.274	0.240	0.257	0.235
ba	0.073	0.410	0.000	0.125	1.000	0.104	0.000	0.230	0.133	0.167	0.043	0.199	0.056	0.156	0.311	0.252	0.148	0.108	0.000	0.148	0.143	0.000	0.204	0.160	0.186	0.166
bgr	0.299	0.372	0.135	0.250	0.104	1.000	0.183	0.195	0.306	0.459	0.576	-0.356	0.446	-0.351	0.387	0.176	-0.330	0.207	0.072	0.364	-0.232	0.359	0.209	-0.261	0.602	0.154
bp	0.120	0.187	0.131	0.146	0.000	0.183	1.000	0.185	0.098	0.231	0.148	-0.267	0.245	-0.231	0.119	0.000	-0.257	0.063	0.097	0.183	-0.196	0.299	0.103	-0.133	0.219	0.055
bu	0.309	0.495	0.454	0.265	0.230	0.195	0.185	1.000	0.278	0.381	0.365	-0.586	0.471	-0.343	0.408	0.207	-0.511	0.318	0.212	0.322	-0.400	0.703	0.197	-0.414	0.223	0.111
cad	0.208	0.332	0.000	0.135	0.133	0.306	0.098	0.278	1.000	0.220	0.256	0.250	0.312	0.188	0.194	0.165	0.300	0.152	0.000	0.161	0.325	0.143	0.158	0.211	0.382	0.000
classification	0.349	0.726	0.314	0.383	0.167	0.459	0.231	0.381	0.220	1.000	0.550	0.818	0.582	0.949	0.452	0.250	0.672	0.365	0.000	0.542	0.634	0.185	0.789	0.396	0.366	0.403
dm	0.367	0.458	0.167	0.313	0.043	0.576	0.148	0.365	0.256	0.550	1.000	0.505	0.600	0.527	0.289	0.145	0.452	0.296	0.016	0.321	0.432	0.179	0.450	0.301	0.549	0.157
hemo	-0.222	-0.684	0.700	0.423	0.199	-0.356	-0.267	-0.586	0.250	0.818	0.505	1.000	0.589	0.686	0.561	0.368	0.826	0.445	-0.064	0.477	0.544	-0.721	0.321	0.511	-0.307	-0.242
htn	0.392	0.549	0.336	0.333	0.056	0.446	0.245	0.471	0.312	0.582	0.600	0.589	1.000	0.549	0.372	0.177	0.534	0.360	0.059	0.289	0.541	0.180	0.419	0.364	0.370	0.133
id	-0.217	-0.611	0.263	0.397	0.156	-0.351	-0.231	-0.343	0.188	0.949	0.527	0.686	0.549	1.000	0.404	0.239	0.623	0.332	-0.030	0.526	0.395	-0.601	0.382	0.489	-0.302	-0.280
pc	0.133	0.588	0.315	0.303	0.311	0.387	0.119	0.408	0.194	0.452	0.289	0.561	0.372	0.404	1.000	0.501	0.461	0.403	0.185	0.410	0.439	0.241	0.385	0.345	0.222	0.227
pcc	0.180	0.453	0.155	0.171	0.252	0.176	0.000	0.207	0.165	0.250	0.145	0.368	0.177	0.239	0.501	1.000	0.328	0.077	0.000	0.069	0.243	0.000	0.284	0.261	0.197	0.226
pcv	-0.268	-0.613	0.578	0.350	0.148	-0.330	-0.257	-0.511	0.300	0.672	0.452	0.826	0.534	0.623	0.461	0.328	1.000	0.351	-0.123	0.413	0.565	-0.665	0.287	0.485	-0.286	-0.228
pe	0.116	0.474	0.191	0.406	0.108	0.207	0.063	0.318	0.152	0.365	0.296	0.445	0.360	0.332	0.403	0.077	0.351	1.000	0.135	0.282	0.319	0.272	0.352	0.216	0.165	0.201
pot	0.072	0.053	0.168	0.075	0.000	0.072	0.097	0.212	0.000	0.000	0.016	-0.064	0.059	-0.030	0.185	0.000	-0.123	0.135	1.000	0.000	-0.084	0.129	0.039	0.021	0.055	-0.071
rbc	0.064	0.533	0.163	0.262	0.148	0.364	0.183	0.322	0.161	0.542	0.321	0.477	0.289	0.526	0.410	0.069	0.413	0.282	0.000	1.000	0.298	0.209	0.435	0.292	0.213	0.261
rc	-0.212	-0.398	0.416	0.377	0.143	-0.232	-0.196	-0.400	0.325	0.634	0.432	0.544	0.541	0.395	0.439	0.243	0.565	0.319	-0.084	0.298	1.000	-0.425	0.245	0.306	-0.207	-0.072
sc	0.350	0.641	0.375	0.141	0.000	0.359	0.299	0.703	0.143	0.185	0.179	-0.721	0.180	-0.601	0.241	0.000	-0.665	0.272	0.129	0.209	-0.425	1.000	0.139	-0.497	0.356	0.209
sg	0.088	0.287	0.249	0.274	0.204	0.209	0.103	0.197	0.158	0.789	0.450	0.321	0.419	0.382	0.385	0.284	0.287	0.352	0.039	0.435	0.245	0.139	1.000	0.232	0.183	0.214
sod	-0.134	-0.534	0.328	0.240	0.160	-0.261	-0.133	-0.414	0.211	0.396	0.301	0.511	0.364	0.489	0.345	0.261	0.485	0.216	0.021	0.292	0.306	-0.497	0.232	1.000	-0.229	-0.043
su	0.281	0.358	0.145	0.257	0.186	0.602	0.219	0.223	0.382	0.366	0.549	-0.307	0.370	-0.302	0.222	0.197	-0.286	0.165	0.055	0.213	-0.207	0.356	0.183	-0.229	1.000	0.223
wc	0.166	0.244	0.214	0.235	0.166	0.154	0.055	0.111	0.000	0.403	0.157	-0.242	0.133	-0.280	0.227	0.226	-0.228	0.201	-0.071	0.261	-0.072	0.209	0.214	-0.043	0.223	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

Sample

	id	age	bp	sg	al	su	rbc	pc	pcc	ba	bgr	bu	sc	sod	pot	hemo	pcv	wc	rc	htn	dm	cad	appet	pe	ane	classification
0	0.0	48.0	80.0	1.020	1.0	0.0	NaN	normal	notpresent	notpresent	121.0	36.0	1.2	NaN	NaN	15.4	44	7800	5.2	yes	yes	no	good	no	no	ckd
1	1.0	7.0	50.0	1.020	4.0	0.0	NaN	normal	notpresent	notpresent	NaN	18.0	0.8	NaN	NaN	11.3	38	6000	5.2	no	no	no	good	no	no	ckd
2	2.0	62.0	80.0	1.010	2.0	3.0	normal	normal	notpresent	notpresent	423.0	53.0	1.8	NaN	NaN	9.6	31	7500	5.2	no	yes	no	poor	no	yes	ckd
3	3.0	48.0	70.0	1.005	4.0	0.0	normal	abnormal	present	notpresent	117.0	56.0	3.8	111.0	2.5	11.2	32	6700	3.9	yes	no	no	poor	yes	yes	ckd
4	4.0	51.0	0.0	1.010	2.0	0.0	normal	normal	notpresent	notpresent	106.0	26.0	1.4	NaN	NaN	11.6	35	7300	4.6	no	no	no	good	no	no	ckd
5	5.0	60.0	90.0	1.015	3.0	0.0	NaN	NaN	notpresent	notpresent	74.0	25.0	1.1	142.0	3.2	12.2	39	7800	4.4	yes	yes	no	good	yes	no	ckd
6	6.0	68.0	70.0	1.010	0.0	0.0	NaN	normal	notpresent	notpresent	100.0	54.0	24.0	104.0	4.0	12.4	36	9800	5.2	no	no	no	good	no	no	ckd
7	7.0	24.0	NaN	1.015	2.0	4.0	normal	abnormal	notpresent	notpresent	410.0	31.0	1.1	NaN	NaN	0.0	44	6900	5.0	no	yes	no	good	yes	no	ckd
8	8.0	52.0	100.0	1.015	3.0	0.0	normal	abnormal	present	notpresent	138.0	60.0	1.9	NaN	NaN	10.8	33	9600	4.0	yes	yes	no	good	no	yes	ckd
9	9.0	53.0	90.0	1.020	2.0	0.0	abnormal	abnormal	present	notpresent	70.0	107.0	7.2	114.0	3.7	9.5	29	12100	3.7	yes	yes	no	poor	no	yes	ckd

	id	age	bp	sg	rbc	pc	pcc	ba	bgr	bu	sc	sod	pot	hemo	pcv	wc	rc	htn	dm	cad	appet	pe	ane	classification
390	390.0	52.0	80.0	1.025	normal	normal	notpresent	notpresent	99.0	25.0	0.8	135.0	3.7	15.0	52	6300	5.3	no	no	no	good	no	no	notckd
391	391.0	36.0	80.0	1.025	normal	normal	notpresent	notpresent	85.0	16.0	1.1	142.0	4.1	15.6	44	5800	6.3	no	no	no	good	no	no	notckd
392	392.0	57.0	80.0	1.020	normal	normal	notpresent	notpresent	133.0	48.0	1.2	147.0	4.3	14.8	46	6600	5.5	no	no	no	good	no	no	notckd
393	393.0	43.0	60.0	1.025	normal	normal	notpresent	notpresent	117.0	45.0	0.7	141.0	4.4	13.0	54	7400	5.4	no	no	no	good	no	no	notckd
394	394.0	50.0	80.0	1.020	normal	normal	notpresent	notpresent	137.0	46.0	0.8	139.0	5.0	14.1	45	9500	4.6	no	no	no	good	no	no	notckd
395	395.0	55.0	80.0	1.020	normal	normal	notpresent	notpresent	140.0	49.0	0.5	150.0	4.9	15.7	47	6700	4.9	no	no	no	good	no	no	notckd
396	396.0	42.0	70.0	1.025	normal	normal	notpresent	notpresent	75.0	31.0	1.2	141.0	3.5	16.5	54	7800	6.2	no	no	no	good	no	no	notckd
397	397.0	12.0	80.0	1.020	normal	normal	notpresent	notpresent	100.0	26.0	0.6	137.0	4.4	15.8	49	6600	5.4	no	no	no	good	no	no	notckd
398	398.0	17.0	60.0	1.025	normal	normal	notpresent	notpresent	114.0	50.0	1.0	135.0	4.9	14.2	51	7200	5.9	no	no	no	good	no	no	notckd
399	399.0	58.0	80.0	1.025	normal	normal	notpresent	notpresent	131.0	18.0	1.1	141.0	3.5	15.8	53	6800	6.1	no	no	no	good	no	no	notckd

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)